{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from ggplot import *\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (270373741)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Zo1IxHBMRVYh84cvr62UhFoshHo/LN1H3sFGVqBgV8UJOPTzZLMtCVVWV5zJN05DJZJDJ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\nY2CaJjKZDFpbW3H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85Cc/wYYNGwA4j6c4JqJtBXD2BOcLx+5K7YoVK3KmNFaJC7ncVWV3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\nsWOkHQD4r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jpjTU0Nra2tyt96vR69Xg8Mzmyq1WoCAwMxmUxKezTHGI9+T3x8vJIzb6vc\n+fPnW12/4Onpya9+9Su6urrIzs4mNjZ2UsFpVFQUjY2NfPzxx7i5uREWFqb0MWvj4fLly8nLy2PP\nnj0EBgYSHBw8ozn3k4nVYmNjKSoqIjk5mZKSkkmluhmNRo4ePcrSpUvH/dTC0frPZExX/Q43oZUw\n8+fP59y5c2zatImenh7l9S+++ILIyEjS09PRarV88sknyv+N93nh5rNutVptEVwP19fXx6effsor\nr7yiTLs3NzfT3t6u5N/19/fz/vvvs2PHjolsmmL27Nls3rwZGBy8Hzx4MOI94eHhaDQaenp6ZjQn\neOnSpWRlZY2roc6fP5/z58+j0+lobm4mMjISvV6Pi4uL1fwz8z5XqVQWsx4qlcpqHahUKkwmk81y\nx1Pnfn5+Sn6UrceKT0ZMTAwxMTHA4GPHVSoVfX19tLS0KG3z4cOHfPbZZ7z11lvU19dTV1dHcXEx\ner2egYEBHB0dx1xUYI1Op+POnTtKXpY5UE1OTkatVlsErgaDQfm3tYDW2md8fX3ZunUr1dXVXLhw\ngblz5445SzWe9j1e1soavko5Ojqa3Nxcenp6uHPnDt7e3kqfWbBgAfX19Y8tOLZVTzDy8p35b3t7\n+2k/uJWXl7N69eopleHu7q5csdPr9VRUVCgTEzA4Q/PMM8+MWPtRWFhIT0/PuHKnp6q9vR21Wo2b\nmxsmk4mUlJQRVw9u37494nNjjTmPYyzr6Ojg0KFDrFu3ziIYMAeSjo6OPPvsszQ2Nk4qOIbRxzKA\n//znP0pAERYWhsFgUC7Vm7/f29ubiIgImpubrQYrKpWKiIgIIiIiCAwMpLS0lODgYAICAnjnnXes\nfsbW3/D/V4KH14XZ8Loa3hYfrauJljue4467uzsBAQHU1tZaLLKbiBdffJEXX3wRGJwhN6d82hoP\nh0/KvPfeezP+yOuJxmrmK3mVlZXcuHGDrVu3Tvg7T506hZ+fH88///y43j9a/5lqLDAd9Ws2oRVy\nixYt4qWXXhqx0rK3t1fZgJKSEqufj4qKoqSkhP7+fgCLtIqxDAwMkJ2dTUJCgsWsTUxMDL/97W/J\nyMggIyMDBwcHJTBubGy0uUhutGCku7sbGAxAvvzyS2VxyvA8m6amJgYGBiwC4+nKcxnOxcWFuLg4\ni30aFhbG9evXASgrK1NmCx0dHQkJCSEvL4+YmBhUKhVOTk54eXlx48YN5fPjWfAznMlkUmZ2ysrK\nmDNnzqTL1Wg0yuCn1Wppa2vDy8vL5mPFb968SUFBwYR+s7kOdTodxcXFJCYm4uzszO9+9zulnZhX\n74aEhJCWlkZmZiYZGRkkJyeTkJAw6cAYBoOQhIQE5bsyMzPx9vamtrYWT09PWltbGRgYQKfTKWkc\nvr6+yqV1GAyWzLy8vGhubgYG255GowFQVsQvXLiQZcuWKe9xcnJS8hGt7ZtH2/d09pXhjw4116mr\nqyuenp40NDTQ39+PyWSipqYGf3//sXbnjLFVTzC4T7RaLUajkfLy8hmbVW1tbaW3t3fEYqYPP/xw\nQuX09PQo9XTp0qUR+d/m/MPhrl27xrfffjviiaQzobu7m9zcXJYsWQLAvHnzKC4uVmZqHzx4gF6v\nH/U48aSNZb29vcpEzfB6MxqNSjAyMDBAVVWVcrycjrHMnJPt5eWljB2tra0YDAbc3NzQ6XTKyXN3\ndzf19fVW+1hbW5vFyfG9e/fw9PTEz89P+ax5O4YvwDKPTbW1tTg7O+Pk5ISjo6PFmBMVFcWVK1cs\nyp4o8/eUl5cr+3gy5XZ2dlq0pbq6OuWuNAUFBeNepwSW9Xvv3j3u37+vnNxZGw97e3uVNn7t2jXC\nw8Nn/DZnk4nVFi1aRF5eHqGhoRYn1eNx/vx5+vr6LBYYg/U2b63/2IoFrLFVv1MxoZljDw+PUc8K\nli1bxokTJ7h48eKIafzh5s2bx7179/joo4+ws7MjOjp6xIIza27cuEFdXR06nY5vvvkGgNdff90i\nsftRHR0dVs8m9+7dqwzGO3fuZO3atURFRfHVV19RVVUFDOb9mnMAKyoqKC0txc7ODgcHB9544w2l\nrCNHjnD37l10Oh07d+5kxYoVYy5MGq+kpCSuXr2qnEWvWrWKkydP8q9//UtZkGcWHx9PTk6ORYpJ\nWloap0+f5uLFixiNRuLj423us0c5OjrS2NjIxYsXcXNzU7Z7MuXW1dXx5ZdfYmdnh0qlYs2aNcoJ\nhrXHims0Gqsd9b333qOvr4+BgQEqKyvZuHEj/v7+5OXlcf/+fWAwN2/4Ys7hZuKEBgbb6rJlyyxe\nW7BggTI7GBcXx65du/Dy8lIu4Ts4OLB69WoOHjyonOiY63zBggWUlpaya9cuQkNDlY5///59zp07\np8yWmWceExMTOXjwIB4eHiNWRVtr39PdV4qLi7Gzs8Pe3l5pM7NnzyY2NpasrCzUajXBwcHKwf5x\nsFVPcXFxhISE8PnnnysL8qaSSnHu3DmuX79Of38/O3fuJDExUVn8d+PGjRG3pRw+2zPesu7evUtB\nQQEqlYrw8HCLmWitVktnZ6eycMYsNzcXLy8v/v73vyvbP9kc2dEYDAb27NmjLFZLSEhQcp4TExPR\narVkZWUBg3ns6enpVo8T69evJzc394kYy65evYpGo6GoqIiioiJg8JZtDg4OHDhwAKPRiMlkYu7c\nuUobn46xzLzOJjk5mX/+859cvnwZlUrFunXrgMGA99SpU8rVpuXLl1sNjvV6PXl5efT29qJWq/Hx\n8SE1NRU7Ozt+9KMfKf9nMplYunSpEmjZ29uzZ88ejEajMiM6f/58Dh8+zK1bt0hJSWHVqlXk5uay\ne/dujEYj4eHhyoLW8ert7WX37t3Y29srC+wmU25rayv5+fnKlYJly5Yp29LS0jJqTnZjYyOHDh2i\nt7eXqqoqCgsL2bZtG0ajkX379gGDkxDmdTNgfWxtbW3lxIkTqFQq/P39LY7ZM2UysVpISAhOTk42\nY5fR2qmTkxOXLl3C39+fPXv2ALBkyRISExOttnlr/cfNzc1qLGCtTmzV71SM6z7H31Xnzp1j4cKF\nk0osF0+GY8eOsXLlyu/0Le3GS6/XK3dFyc3NxdfXd0ILG6ZC+oqlR+8q8t9WVVWFRqMZ9yVK8eR7\nGsay8TyT4Lvk4MGDvP3224/7ZzwROjs72b9/P7/+9a+nrczvcpt/qoNjIb5LLl++TGlpKQMDAwQH\nB5OamjrunH0xvR53cCzEk+hpC47FoNLSUi5cuMBrr7025Vzdp4UEx0IIIYQQQgyZvueECiGEEEII\n8R0nwbEQQgghhBBDJDgWQgghhBBiiATHQgghhBBCDJHgWAghhBBCiCESHAshhBBCCDFEgmMhhBBC\nCCGGSHAshBBCCCHEEAmOhRBCCCGEGCLBsRBCCCGEEEMkOBZCCCGEEGKIBMdCCCGEEEIMkeBYCCGE\nEEKIIRIcCyGEEEIIMUSCYyGEEEIIIYZIcCyEEEIIIcQQCY6FEOK/7Gc/+xl/+tOfHvfPEEIIMQoJ\njoUQ4gm1YsUK9u7d+7h/hhBC/E+R4FgIIYQQQoghEhwLIcQMKykpYfHixXh6epKenk5vby8AWq2W\n1NRUAgIC8PX1JTU1laamJgD++Mc/cunSJd599108PDzYsWMHAJWVlSQnJ+Pr68uCBQvIycl5bNsl\nhBBPIwmOhRBiBvX397Nu3Tp++tOf0t7ezhtvvMHRo0cBMJlMbN68mfr6eurq6nB1dWX79u0A/OUv\nf+EHP/gBH374IZ2dnbz//vv09PSQnJzM22+/TVtbG9nZ2Wzfvp3KysrHuYlCCPFUkeBYCCFm0JUr\nVzAYDOzYsQM7OzvS0tJ47rnnAPD29mbdunU4OTnh5ubGH/7wBy5evGi1rNOnTxMZGclPfvITVCoV\nCQkJrF+/XmaPhRBiGtk/7h8ghBBPs6amJkJDQy1eCw8PB0Cn05GRkcHZs2fRarWYTCYePnyIyWRC\npVKNKKu2tpYrV67g4+MDDM48DwwMsHHjxpnfECGE+B8hwbEQQsyg4OBgGhsbLV6rq6tj3rx5/PWv\nf6W6upri4mL8/f0pLS0lMTFRCY4fDZDDwsJ4+eWXOXv27H9zE4QQ4n+KpFUIIcQMSkpKwt7eng8+\n+ACDwcCxY8e4evUqAF1dXbi4uODh4UF7ezt//vOfLT4bGBhITU2N8veaNWuoqqri4MGDGAwG+vv7\n+frrryXnWAghppEEx0IIMYMcHBw4duwY+/btw9fXl5ycHNLS0gDIzMykp6cHPz8/XnjhBVJSUiw+\n+5vf/IacnBx8fX3JyMhg1qxZ5Ofnk52dTUhICCEhIfz+979Hr9c/jk0TQoinkspkMpke948QQggh\nhBDiSSAzx0IIIYQQQgyR4FgIIYQQQoghEhwLIYQQQggxRIJjIYQQQgghhkhwLIQQQgghxBAJjoUQ\nQgghhBgiwbEQQgghhBBDJDgWQgghhBBiiATHQgghhBBCDPk/rLRwklQ9giIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10399f9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', ymin='beef - 1000', ymax='beef + 1000')) + \\\n",
    "    geom_ribbon() + \\\n",
    "    scale_x_date(labels=date_format('%B %-d, %Y'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (288492601)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WTDH1Qddn8vi+8847eOaZZ2DbtqfintpXIihyHI1G8eSTT+KFF17wrMOP0fQw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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104023390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', ymin='beef*0.9', ymax='beef*1.1')) + \\\n",
    "    geom_ribbon() + \\\n",
    "    scale_x_date(labels=date_format('%B %-d, %Y'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (288635925)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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V2TYaHz30rmVWZl6vDZPJxMW2oiiw2+05kwhJkhCNRnkaDXuNtZfJZFRiW+yL1pFFlmWY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\nzMxI2k3+2ul0mkXz6EVI7eju7kZDQwP+7d/+DbOzs6ovcdIKA3O2Yd/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WMV62bBmGh4fh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\nQkS7NkKSQQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11343c7d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='beef', ymin='beef*0.9', ymax='beef*1.1')) + \\\n",
    "    geom_ribbon() + \\\n",
    "    geom_point() + \\\n",
    "    scale_x_date(labels=date_format('%B %-d, %Y'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
